{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.classes import EssayDataset\n",
    "from utils.func import to_scores\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "from transformers import AutoTokenizer\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import PySimpleGUI as sg\n",
    "import re\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "config = {\n",
    "    'backbone': 'microsoft/deberta-v3-base',\n",
    "    'model_path': './cache',\n",
    "    'max_length': 512,\n",
    "\n",
    "    'device': 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "}\n",
    "\n",
    "# AutoTokenizer\n",
    "tokenizer = AutoTokenizer.from_pretrained(\n",
    "    config['backbone'], cache_dir=config['model_path'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 函数实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def plot_radar_chart(avg_targets, avg_outputs=None):\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "    labels = [\"cohesion\", \"syntax\", \"vocabulary\", \"phraseology\", \"grammar\", \"conventions\"]\n",
    "    avg_targets_plot = avg_targets + [avg_targets[0]]\n",
    "\n",
    "    if avg_outputs:\n",
    "        avg_outputs_plot = avg_outputs + [avg_outputs[0]]\n",
    "        color1_1 = tuple(val / 255 for val in (240, 108, 169))\n",
    "        color1_2 = tuple(val / 255 for val in (66, 187, 236))\n",
    "        alpha_1 = 1\n",
    "    else:\n",
    "        avg_outputs_plot = None\n",
    "        color1_1 = tuple(val / 255 for val in (64, 57, 144))\n",
    "        alpha_1 = 0.7\n",
    "\n",
    "    N = len(labels)\n",
    "    theta = np.linspace(0, 2 * np.pi, N, endpoint=False)\n",
    "    labels += labels[:1]\n",
    "    theta = np.concatenate([theta, [theta[0]]])\n",
    "\n",
    "    ax = plt.subplot(111, projection=\"polar\")\n",
    "    \n",
    "    # Set the maximum value of the radar to 5\n",
    "    ax.set_ylim(0, 5)\n",
    "    \n",
    "    # 设置 y 轴的刻度位置\n",
    "    ax.set_yticks([1, 2, 3, 4, 5])  # 新增这一行\n",
    "    \n",
    "    ax.fill(theta, avg_targets_plot, alpha=alpha_1, color=color1_1, label=\"目标均评分\")\n",
    "    \n",
    "    if avg_outputs_plot:\n",
    "        ax.fill(theta, avg_outputs_plot, alpha=0.3, color=color1_2, label=\"模型输出均评分\")\n",
    "        for i, (angle, value) in enumerate(zip(theta, avg_outputs_plot[:-1])):\n",
    "            ax.annotate(str(round(value, 2)),\n",
    "                        xy=(angle, value),\n",
    "                        ha='center',\n",
    "                        va='bottom',\n",
    "                        fontsize=10,\n",
    "                        color=\"black\")\n",
    "\n",
    "    ax.set_xticks(theta)\n",
    "    ax.set_xticklabels(labels, fontweight='bold', position=(0, -0.2), verticalalignment='top',\n",
    "                       horizontalalignment='center', fontsize=12)\n",
    "    ax.set_yticklabels([1, 2, 3, 4, 5])\n",
    "    ax.set_rlabel_position(30)\n",
    "    ax.legend(loc=\"upper right\", bbox_to_anchor=(1.3, 1))\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 修改后的 test_essay 函数，现在返回一个包含评分的列表\n",
    "def test(test_loader,model):\n",
    "\n",
    "    preds = []\n",
    "\n",
    "    # iterate test_loader\n",
    "    for (inputs) in test_loader:\n",
    "        inputs = {k: inputs[k].to(device=config['device'])\n",
    "                  for k in inputs.keys()}\n",
    "\n",
    "        outputs = model(inputs)\n",
    "        preds.append(outputs.detach().cpu())\n",
    "\n",
    "    preds = torch.concat(preds)\n",
    "    return preds\n",
    "\n",
    "def test_essay(essay, model):\n",
    "    data = [[0, essay]]\n",
    "    test_df = pd.DataFrame(\n",
    "        data, columns=['text_id', 'full_text'], dtype=object)\n",
    "\n",
    "    tokenizer = AutoTokenizer.from_pretrained(config['backbone'], cache_dir=config['model_path'])\n",
    "    test_ds = EssayDataset(test_df, config, tokenizer=tokenizer, is_test=True)\n",
    "\n",
    "    test_loader = torch.utils.data.DataLoader(test_ds,\n",
    "                                              batch_size=1,\n",
    "                                              shuffle=True,\n",
    "                                              num_workers=0,\n",
    "                                              pin_memory=True\n",
    "                                              )\n",
    "\n",
    "    model.eval()\n",
    "    preds = test(test_loader,model)\n",
    "\n",
    "    preds = to_scores(preds)\n",
    "\n",
    "    print('cohesion: %.1f, syntax: %.1f, vocabulary: %.1f, phraseology: %.1f, grammar: %.1f, conventions: %.1f'\n",
    "          % (preds[0][0], preds[0][1], preds[0][2], preds[0][3], preds[0][4], preds[0][5]))\n",
    "    \n",
    "    return preds[0].tolist()  # 返回评分列表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模型测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 1.0, syntax: 1.5, vocabulary: 1.5, phraseology: 1.5, grammar: 2.0, conventions: 2.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始模型\n",
    "essay = \"you are really good.you are really good.\"\n",
    "model_path = './checkpoints/FrozenBert-epochs3-val_mcrmse0.4411.pth'\n",
    "model = torch.load(model_path)\n",
    "\n",
    "# 使用 model_modified 生成评分\n",
    "scores = test_essay(essay, model)\n",
    "\n",
    "# 使用生成的评分绘制雷达图\n",
    "plot_radar_chart(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 1.0, syntax: 1.5, vocabulary: 1.0, phraseology: 1.0, grammar: 1.0, conventions: 1.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例：使用不同的模型来评估同一篇文章\n",
    "model_path = './checkpoints/DataEnhance_model-epochs5-val_mcrmse0.4988.pth'   #导入模型，这就是修改后的模型名称，还有路径，你要对上\n",
    "model_modified = torch.load(model_path)\n",
    "\n",
    "# 使用 model_modified 生成评分\n",
    "scores = test_essay(essay, model_modified)\n",
    "\n",
    "# 使用生成的评分绘制雷达图\n",
    "plot_radar_chart(scores)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GUI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./checkpoints/DataEnhance_model-epochs5-val_mcrmse0.4988.pth\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 1.0, syntax: 1.0, vocabulary: 1.0, phraseology: 1.0, grammar: 1.0, conventions: 0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./checkpoints/FrozenBert-epochs3-val_mcrmse0.4411.pth\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 0.5, syntax: 0.5, vocabulary: 1.0, phraseology: 1.0, grammar: 1.0, conventions: 0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./checkpoints/DataEnhance_model-epochs5-val_mcrmse0.4988.pth\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 0.5, syntax: 1.0, vocabulary: 1.0, phraseology: 0.5, grammar: 0.5, conventions: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./checkpoints/FrozenBert-epochs3-val_mcrmse0.4411.pth\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\transformers\\convert_slow_tokenizer.py:454: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
      "  warnings.warn(\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cohesion: 1.0, syntax: 1.5, vocabulary: 1.5, phraseology: 1.5, grammar: 2.0, conventions: 1.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "grade = '''您的分数是：\n",
    "  syntax      : \n",
    "  vocabulary  :\n",
    "  phraseology :\n",
    "  grammar     :\n",
    "  conventions :\n",
    "'''\n",
    "\n",
    "def plot_radar_chart(avg_targets, avg_outputs=None):\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "    labels = [\"cohesion\", \"syntax\", \"vocabulary\", \"phraseology\", \"grammar\", \"conventions\"]\n",
    "    avg_targets_plot = avg_targets + [avg_targets[0]]\n",
    "\n",
    "    if avg_outputs:\n",
    "        avg_outputs_plot = avg_outputs + [avg_outputs[0]]\n",
    "        color1_1 = tuple(val / 255 for val in (240, 108, 169))\n",
    "        color1_2 = tuple(val / 255 for val in (66, 187, 236))\n",
    "        alpha_1 = 1\n",
    "    else:\n",
    "        avg_outputs_plot = None\n",
    "        color1_1 = tuple(val / 255 for val in (64, 57, 144))\n",
    "        alpha_1 = 0.7\n",
    "\n",
    "    N = len(labels)\n",
    "    theta = np.linspace(0, 2 * np.pi, N, endpoint=False)\n",
    "    labels += labels[:1]\n",
    "    theta = np.concatenate([theta, [theta[0]]])\n",
    "\n",
    "    ax = plt.subplot(111, projection=\"polar\")\n",
    "\n",
    "    # Set the maximum value of the radar to 5\n",
    "    ax.set_ylim(0, 5)\n",
    "\n",
    "    # 设置 y 轴的刻度位置\n",
    "    ax.set_yticks([1, 2, 3, 4, 5])  # 新增这一行\n",
    "\n",
    "    ax.fill(theta, avg_targets_plot, alpha=alpha_1, color=color1_1, label=\"目标均评分\")\n",
    "\n",
    "    if avg_outputs_plot:\n",
    "        ax.fill(theta, avg_outputs_plot, alpha=0.3, color=color1_2, label=\"模型输出均评分\")\n",
    "        for i, (angle, value) in enumerate(zip(theta, avg_outputs_plot[:-1])):\n",
    "            ax.annotate(str(round(value, 2)),\n",
    "                        xy=(angle, value),\n",
    "                        ha='center',\n",
    "                        va='bottom',\n",
    "                        fontsize=10,\n",
    "                        color=\"black\")\n",
    "\n",
    "    ax.set_xticks(theta)\n",
    "    ax.set_xticklabels(labels, fontweight='bold', position=(0, -0.2), verticalalignment='top',\n",
    "                       horizontalalignment='center', fontsize=12)\n",
    "    ax.set_yticklabels([1, 2, 3, 4, 5])\n",
    "    ax.set_rlabel_position(30)\n",
    "    ax.legend(loc=\"upper right\", bbox_to_anchor=(1.3, 1))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def is_punctuation(char):\n",
    "    if char in string.punctuation:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "\n",
    "\n",
    "def alpha_number(string):\n",
    "    return len(re.findall(\"[a-zA-Z]\", string))\n",
    "\n",
    "\n",
    "def is_alpha(string):\n",
    "    return bool(re.match(r'[a-zA-Z]', string))\n",
    "\n",
    "\n",
    "def is_number(string):\n",
    "    pattern = re.compile(r'^[-+]?[0-9]*\\.?[0-9]+([eE][-+]?[0-9]+)?$')\n",
    "    return bool(pattern.match(string))\n",
    "\n",
    "\n",
    "def letter_count(string):\n",
    "    if len(string) == 0:\n",
    "        return 0\n",
    "    mid = 0\n",
    "    num = 0\n",
    "    letter = 0\n",
    "    while (1):\n",
    "        if num == alpha_number(string):\n",
    "            break\n",
    "        if is_alpha(string[mid]) and num == alpha_number(string) - 1:\n",
    "            letter = letter + 1\n",
    "        if is_alpha(string[mid]) and num != alpha_number(string) - 1 and \\\n",
    "                (string[mid + 1] == ' ' or is_punctuation(string[mid + 1])):\n",
    "            letter = letter + 1\n",
    "        if is_alpha(string[mid]):\n",
    "            num = num + 1\n",
    "        mid = mid + 1\n",
    "    return letter\n",
    "\n",
    "\n",
    "def p_count(string):\n",
    "    if len(string) == 0:\n",
    "        return 0\n",
    "    num = 1\n",
    "    row = divmod(len(string), 80)[0] + bool(divmod(len(string), 80)[1] > 0)\n",
    "    count = 0\n",
    "    row_tensor = 0\n",
    "    while (1):\n",
    "        row_tensor = 0\n",
    "        if num < row:\n",
    "            row_tensor = string[80 * (num - 1):(80 * num - 1):1]\n",
    "        if num == row:\n",
    "            row_tensor = string[80 * (num - 1):(len(string) - 1):1]\n",
    "        if alpha_number(row_tensor) > 0 and row_tensor[0] == ' ' and row_tensor[1] == ' ':\n",
    "            count = count + 1\n",
    "        if num == row:\n",
    "            break\n",
    "        num = num + 1\n",
    "    return count\n",
    "\n",
    "\n",
    "layout = [\n",
    "    [sg.Text('欢迎进行作文批改!')],\n",
    "    [sg.ML(default_text='请输入您的作文!', enable_events=True, size=(80, 25), key='paper')],\n",
    "    [sg.B('短文章模型'), sg.B('长文章模型'), sg.Text('（默认短文章模型）')],\n",
    "    [sg.B('点击这里查看您的作文分数!'), sg.Text('                                   总单词数为：0         总段落数为：0',\n",
    "                                                key='alpha_and_p_number')],\n",
    "    [sg.ML(default_text=grade, key='grades', size=(25, 7), visible=False)]\n",
    "]\n",
    "window = sg.Window('作文评分', layout)\n",
    "model_path = './checkpoints/DataEnhance_model-epochs5-val_mcrmse0.4988.pth'\n",
    "while True:\n",
    "    event, value = window.read()\n",
    "    if event == None:\n",
    "        break\n",
    "    if event == '短文章模型':\n",
    "        model_path = './checkpoints/DataEnhance_model-epochs5-val_mcrmse0.4988.pth'\n",
    "    if event == '长文章模型':\n",
    "        model_path = './checkpoints/FrozenBert-epochs3-val_mcrmse0.4411.pth'\n",
    "    if event == '点击这里查看您的作文分数!': \n",
    "        print(model_path)\n",
    "        model_modified = torch.load(model_path)\n",
    "        essay=test_essay(value['paper'], model_modified)\n",
    "        window['grades'].update(visible=True,\n",
    "        value='您的分数是：'+'\\n'\n",
    "        '    cohesion    :'+str(essay[0])+'\\n'\n",
    "        '    syntax      :'+str(essay[1])+'\\n'\n",
    "        '    vocabulary  :'+str(essay[2])+'\\n'\n",
    "        '    phraseology :'+str(essay[3])+'\\n'\n",
    "        '    grammar     :'+str(essay[4])+'\\n'\n",
    "        '    conventions :'+str(essay[5]))\n",
    " \n",
    "            \n",
    "        plot_radar_chart(essay, avg_outputs=None)\n",
    "\n",
    "    if event == 'paper':\n",
    "        text = '                                   总单词数为：' + str(\n",
    "            letter_count(value['paper'])) + '         总段落数为：' + str(p_count(value['paper']))\n",
    "        window['alpha_and_p_number'].update(value=text)\n"
   ]
  }
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